“Model inference”

When asked to estimate something unstated, produce a legible correctable evidence chain rather than refusing or fabricating a number.

Reference tables for Copilot Studio YAML authoring: triggers, actions, variables, entities, Power Fx functions, templates.

Build, deploy, and maintain applications on Hugging Face Spaces — Gradio / Docker / Static SDKs, ZeroGPU and dedicated hardware, model loading, debugging…

因果推論架構師(頂刊識別策略,2026 前緣標準):現代差異中之差異 DiD——交錯採用(staggered adoption)下 TWFE 的偏誤、Goodman-Bacon 分解、Callaway & Sant'Anna / Sun & Abraham 等異質穩健估計量、事件研究圖與平行趨勢診斷(含…

Change how the simulated car and engine behave in speeduino-serial-sim — driver, gearbox, engine torque, manifold, thermal model, Speeduino fuel/ignition/idle…

Use when tasks need optional PyCaret model training, ML factor generation, inference wrappers, feature importance, or sparse LASSO weight generation.

llama.cpp local GGUF inference + HF Hub model discovery.

llama.cpp local GGUF inference + HF Hub model discovery.

Use python-doctr (docTR) for OCR/KIE inference, document IO/export, model customization, datasets/training/evaluation, CLI helpers, deployment, and…

Draws rigged game gun models in Blender from parameters, checked against the real gun

Set the model or effort a Stratum agent uses in this project, saved in .stratum/models.json.

Route DoWhy causal inference, graphical causal model, and graph/data workflows to the right sub-skill and bundled references.

Fetch weather/climate data via Earth2Studio data sources for specific variables and times.

AGENTS.md from speechbrain/speechbrain: 280 lines covering Writing code, Project structure, Architecture concepts, Recipe conventions and more.

Add causal reasoning to agent actions.

Use when working directly with the `esm` Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.

**[REQUIRED]** For **ALL** data science and machine learning tasks.

Detect and resolve incoherence across documentation, code and specs.

Modal is a serverless cloud platform for running Python on demand, including on-demand GPUs.

Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss.

Use AlphaFold 3 PyTorch for protein and biomolecular structure-prediction workflows, heterogeneous molecule inputs, PDB/mmCIF/MSA/template preparation…

Show or set the models max-speed workers run on.

Model and inspect a software product spanning multiple repositories using explicit members and contract relationships, without inferring architecture from…

Use synthetic data and back-translation with quality filters and held-out protection.